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13F-HR filed by Tower Research Capital LLC (TRC)

Tower Research Capital LLC (TRC) filed this 13F-HR for the quarter ended 2020-12-31, filed 2021-02-16, with 5,232 holding rows worth $3,272,633,000.

Accession
0001533421-21-000001
Filed
2021-02-16
Accepted by EDGAR
acceptance time not in the bulk data set
Ingested
Source
SEC quarterly data set

Original filing

13F report for Q4 2020

A holdings report, 8,157 entries on the cover page, a total value of $3,272,633,000 stated on the cover page (in dollars after the unit check, H1), rows summing to $3,272,633,000 with VALUE read as thousands by filing date, 13F file number 028-15416. The quarter's positions are built on this report. The resolved quarter.

Other managers

The information table after summing rows of one CUSIP and put or call (H4), with the CUSIP and issuer name as filed. Values in dollars after the unit check (method).

Issuer as filedCUSIPClassAmountValueValue read asType
ADC THERAPEUTICS SAH0036K147COMMON STOCK4,603$147,000thousands by filing date
HILLENBRAND INC431571108COM3,693$147,000thousands by filing date
WISDOMTREE TR97717Y691CMN2,736$147,000thousands by filing date
MARINUS PHARMACEUTICALS INC56854Q200COM NEW12,020$147,000thousands by filing date
SELECTA BIOSCIENCES INC816212104COM48,361$147,000thousands by filing date
BG STAFFING INC05544A109COM10,909$147,000thousands by filing date
STEWART INFORMATION SVCS COR860372101COM3,022$146,000thousands by filing date
FIRST COMWLTH FINL CORP PA319829107COM13,330$146,000thousands by filing date
ASPEN AEROGELS INC04523Y105COMMON STOCK8,736$146,000thousands by filing date
VERIS RESIDENTIAL INC554489104COM11,702$146,000thousands by filing date
FREQUENCY THERAPEUTICS INC35803L108COM4,138$146,000thousands by filing date
KURA ONCOLOGY INC COM50127T109Stock4,444$145,000thousands by filing date
ISHARES INC MSCI TAIWAN ETF46434G772MSCI TAIWAN ETF2,726$145,000thousands by filing date
INDEPENDENT BK CORP MASS453836108COM1,995$145,000thousands by filing date
INVESCO EXCHANGE TRADED FD T46137V340S&P500 EQL FIN3,016$145,000thousands by filing date
HEALTHCARE SVCS GROUP INC421906108COM5,175$145,000thousands by filing date
NEW PROVIDENCE ACQUISITION64822P106COM CL A10,684$145,000thousands by filing date
ASANA INC04342Y104CL A4,872$144,000thousands by filing date
LIQUIDITY SVCS INC53635B107COM9,053$144,000thousands by filing date
PROSHARES TR74347B201PSHS ULTSH 20YRS8,800$144,000thousands by filing date
SPDR Portfolio S&P 600 Small Cap ETF78468R853SHS3,997$143,000thousands by filing date
JFROG LTD ORD SHSM6191J100Stock2,277$143,000thousands by filing date
AZZ INC COM002474104Stock2,997$143,000thousands by filing date
TRUSTMARK CORP898402102COM5,257$143,000thousands by filing date
BED BATH & BEYOND INC690370101COM2,968$143,000thousands by filing date
CARGURUS INC COM CL A141788109Stock4,469$142,000thousands by filing date
PATHWARD FINANCIAL INC59100U108COM3,877$142,000thousands by filing date
AGNT INC30212W100COM2,250$142,000thousands by filing date
CONDUENT INC206787103COM29,595$142,000thousands by filing date
KARUNA THERAPEUTICS INC48576A100COM1,397$142,000thousands by filing date
WIDEOPENWEST INC96758W101COM13,313$142,000thousands by filing date
SEACOR HOLDINGS INC811904101COM3,440$142,000thousands by filing date
VERRA MOBILITY CORP CL A COM STK92511U102Stock10,523$141,000thousands by filing date
VISTRA CORP COM92840M102Stock7,186$141,000thousands by filing date
U HAUL HOLDING COMPANY023586100COM311$141,000thousands by filing date
XEROX HOLDINGS CORP98421M106COM NEW6,085$141,000thousands by filing date
MATERIALISE NV57667T100SPONSORED ADS2,599$141,000thousands by filing date
SANDY SPRING BANCORP INC800363103COMMON STOCK4,395$141,000thousands by filing date
QUOTIENT TECHNOLOGY INC749119103COMMON STOCK14,880$141,000thousands by filing date
BLUEGREEN VACATIONS HLDG COR096308101COM10,405$141,000thousands by filing date
KITE REALTY GROUP TRUST COM NEW49803T300REIT9,380$140,000thousands by filing date
CRA INTL INC12618T105COM2,739$140,000thousands by filing date
IRIDIUM COMMUNICATIONS INC46269C102COM3,577$140,000thousands by filing date
VISHAY PRECISION GROUP INC92835K103COM4,441$140,000thousands by filing date
CHINA BIOLOGIC PRODS HLDGS IG21515104COM1,189$140,000thousands by filing date
EPAM SYS INC COM29414B104Stock387$139,000thousands by filing date
DEUTSCHE BK AG NAMEN AKTD18190898Stock12,735$139,000thousands by filing date
UNIVAR INC91336L107COMMON STOCK7,296$139,000thousands by filing date
Schwab U.S. Broad Market ETF808524102SHS1,518$138,000thousands by filing date
ALAMO GROUP INC011311107COM997$138,000thousands by filing date
PATRICK INDS INC703343103COM2,012$138,000thousands by filing date
Y-mAbs Therapeutics Inc984241109Common Stock2,799$138,000thousands by filing date
CORTEXYME INC22053A107COM4,960$138,000thousands by filing date
ASSOCIATED CAP GROUP INC045528106COM3,911$138,000thousands by filing date
PROSHARES TR74348A327ULTSHT SMLCP60027,486$138,000thousands by filing date
MATADOR RES CO COM576485205Stock11,365$137,000thousands by filing date
RANGE RES CORP COM75281A109Stock20,344$137,000thousands by filing date
BRITISH AMERN TOB PLC SPONSORED ADR110448107ADR3,635$137,000thousands by filing date
BIOLIFE SOLUTIONS INC COM NEW09062W204Stock3,429$137,000thousands by filing date
KNOWLES CORP COM49926D109Stock7,443$137,000thousands by filing date
NETSCOUT SYS INC64115T104COM4,989$137,000thousands by filing date
BIO RAD LABS INC090572207CL A235$137,000thousands by filing date
MORNINGSTAR INC COM617700109Stock589$136,000thousands by filing date
ONESPAWORLD HOLDINGS LIMITEDP73684113COM13,405$136,000thousands by filing date
Federal Agric Mtg Corp Cl C313148306COM1,837$136,000thousands by filing date
UNIVERSAL INS HLDGS INC91359V107COM8,994$136,000thousands by filing date
GOLDEN NUGGET ONLINE GAMIN38113L107COM CL A6,921$136,000thousands by filing date
VIRNETX HLDG CORP92823T108COM26,938$136,000thousands by filing date
TEAM INC878155100COM12,474$136,000thousands by filing date
ECOVYST INC.73943T103Common Stock9,539$136,000thousands by filing date
TOMPKINS FINL CORP COM890110109Stock1,900$135,000thousands by filing date
HNI CORP COM404251100Stock3,915$135,000thousands by filing date
TUPPERWARE BRANDS CORP899896104COM4,181$135,000thousands by filing date
APACHE CORP037411105COM9,522$135,000thousands by filing date
PGT INNOVATIONS INC69336V101COM6,599$135,000thousands by filing date
TRACON PHARMACEUTICALS INC89237H209COM NEW11,564$135,000thousands by filing date
Schwab US Mid-Cap ETF808524508SHS1,960$134,000thousands by filing date
INVESCO HIGH YIELD EQUITY DIVIDEND ACHIEVERS ETF46137V563ETF7,722$134,000thousands by filing date
ROCKET PHARMACEUTICALS INC77313F106COM2,445$134,000thousands by filing date
FB FINL CORP30257X104COM3,865$134,000thousands by filing date
SEALED AIR CORP NEW81211K100COM2,923$134,000thousands by filing date
MAXEON SOLAR TECHNOLOGIES LTY58473102SHS4,721$134,000thousands by filing date
SPORTSMANS WHSE HLDGS INC84920Y106COM7,645$134,000thousands by filing date
FERRO CORP315405100COM9,103$134,000thousands by filing date
ALLOGENE THERAPEUTICS INC019770106COM5,272$133,000thousands by filing date
PAR PAC HOLDINGS INC69888T207COM NEW9,531$133,000thousands by filing date
PRESTIGE CONSMR HEALTHCARE I74112D101COM3,808$133,000thousands by filing date
HEXCEL CORP NEW428291108COM2,742$133,000thousands by filing date
EQUITY COMMONWEALTH294628102COM SH BEN INT4,872$133,000thousands by filing date
WORKIVA INC COM CL A98139A105Stock1,441$132,000thousands by filing date
CTS CORP126501105COM3,856$132,000thousands by filing date
VELODYNE LIDAR INC92259F101COM5,776$132,000thousands by filing date
GEVO INC374396406COM PAR30,774$131,000thousands by filing date
PEGASYSTEMS INC COM705573103Stock980$131,000thousands by filing date
URANIUM ENERGY CORP COM916896103Stock74,375$131,000thousands by filing date
HERC HLDGS INC COM42704L104Stock1,974$131,000thousands by filing date
VAIL RESORTS INC COM91879Q109Stock469$131,000thousands by filing date
BYLINE BANCORP INC124411109COM8,476$131,000thousands by filing date
OPTIMIZERX CORP68401U204COM NEW4,217$131,000thousands by filing date
ACCURAY INC DEL004397105COM31,508$131,000thousands by filing date
AMERICAN SUPERCONDUCTOR CORP030111207SHS NEW5,598$131,000thousands by filing date
EDITAS MEDICINE INC28106W103COM1,868$131,000thousands by filing date
HILLTOP HLDGS INC432748101COM4,764$131,000thousands by filing date
WILEY JOHN & SONS INC968223206CL A2,857$131,000thousands by filing date
ZYNGA INC.98986T108CL A13,203$131,000thousands by filing date
BANK OF MARIN BANCORP CA063425102COMMON STOCK3,805$131,000thousands by filing date
WORKHORSE GROUP INC98138J206COM NEW6,639$131,000thousands by filing date
WORLD ACCEP CORPORATION981419104COM1,272$130,000thousands by filing date
BANCO SANTANDER BRASIL S.A. AD05967A107ADS REP 1 UNIT15,035$130,000thousands by filing date
DIREXION SHARES ETF TRUST25459Y801DAIL CONS DI ETF2,544$130,000thousands by filing date
CNA FINL CORP126117100COM3,302$129,000thousands by filing date
WESTERN ASSET HIGH INCOME OP95766K109COM26,160$129,000thousands by filing date
REVANCE THERAPEUTICS INC761330109COM4,541$129,000thousands by filing date
VIELA BIO INC.926613100Common Stock3,594$129,000thousands by filing date
SKYWEST INC COM830879102Stock3,184$128,000thousands by filing date
TELEKOMUNIKASI IND SPONSORED ADR715684106ADR5,465$128,000thousands by filing date
1ST FINL BANCORP320209109COM7,338$128,000thousands by filing date
BIG LOTS INC089302103COM2,985$128,000thousands by filing date
VSE CORP COM918284100Stock3,306$127,000thousands by filing date
DHT HOLDINGS INCY2065G121SHS NEW24,194$127,000thousands by filing date
COSTAMARE INCY1771G102SHS15,326$127,000thousands by filing date
TALOS ENERGY INC87484T108COM15,375$127,000thousands by filing date
UTAH MEDICAL PRODUCTS INC917488108COMMON STOCK1,501$127,000thousands by filing date
XENCOR INC98401F105COMMON STOCK2,916$127,000thousands by filing date
OLYMPIC STEEL INC COM68162K106Stock9,506$127,000thousands by filing date
Vanguard FTSE Developed Markets ETF921943858SHS2,669$126,000thousands by filing date
ZSCALERINC98980G102STOK632$126,000thousands by filing date
OPTIMUM COMMUNICATIONS INC02156K103CL A3,505$126,000thousands by filing date
URBAN EDGE PPTYS91704F104COM9,706$126,000thousands by filing date
MILLERKNOLL INC600544100COM3,741$126,000thousands by filing date
BGC PARTNERS INC05541T101CL A31,424$126,000thousands by filing date
NATHANS FAMOUS INC NEW632347100COM2,287$126,000thousands by filing date
CRAWFORD COMPANY CL A224633206COMMON STOCK17,125$126,000thousands by filing date
GMS INC36251C103COM4,156$126,000thousands by filing date
SPIRIT AIRLS INC848577102COM5,141$126,000thousands by filing date
ARGENX SE SPONSORED ADR04016X101ADR426$125,000thousands by filing date
ACADIA RLTY TR004239109COM SH BEN INT8,775$125,000thousands by filing date
INVESCO EXCHANGE TRADED FD T46137V308BUYBACK ACHIEV1,708$125,000thousands by filing date
FISKER INC33813J106CL A COM STK8,557$125,000thousands by filing date
CRYOPORT INC COM PAR $0.001229050307Stock2,827$124,000thousands by filing date
EASTERN BANKSHARES INC COM27627N105Stock7,604$124,000thousands by filing date
CELLDEX THERAPEUTICS INC NEW15117B202COM NEW7,052$124,000thousands by filing date
BANCO SANTANDER CHILE NEW05965X109SP ADR REP COM6,515$124,000thousands by filing date
STOKE THERAPEUTICS INC86150R107COM1,999$124,000thousands by filing date
FIRST HAWAIIAN INC32051X108COM5,271$124,000thousands by filing date
HERITAGE INSURANCE HLDGS INC42727J102COM12,266$124,000thousands by filing date
ARGO GROUP INTERNATIONALG0464B107COMMON STOCK2,827$124,000thousands by filing date
DIREXION SHS ETF TR25460G658DLY S&P OIL GAS4,670$124,000thousands by filing date
ALTABANCORP021347109COM4,418$124,000thousands by filing date
PENNYMAC MTG INVT TR COM70931T103REIT6,959$123,000thousands by filing date
ISHARES TR46429B663CORE HIGH DV ETF1,408$123,000thousands by filing date
BALCHEM CORP057665200COM1,069$123,000thousands by filing date
LIONS GATE ENTMNT CORP535919401CL A VTG10,850$123,000thousands by filing date
GREAT SOUTHERN BANCORP INC390905107COMMON STOCK2,510$123,000thousands by filing date
RPC INC749660106COMMON STOCK38,983$123,000thousands by filing date
PDL BIOPHARMA INC69329Y104COM49,918$123,000thousands by filing date
ALASKA AIR GROUP INC COM011659109Stock2,364$122,000thousands by filing date
DAVITA INC COM23918K108Stock1,040$122,000thousands by filing date
BANNER CORP06652V208COM NEW2,623$122,000thousands by filing date
UMH PPTYS INC903002103COM8,214$122,000thousands by filing date
ENEL AMERICAS S.A. (ADR)29274F104SPONSORED ADR14,803$122,000thousands by filing date
EVENTBRITE INC29975E109COM CL A6,723$122,000thousands by filing date
Empire State Realty Trust, Inc.292104106Class A Common Stock, $0.01 par value per share12,958$121,000thousands by filing date
DELUXE CORP MEDIUM TERM NTS COM248019101Stock4,143$121,000thousands by filing date
WESTAMERICA BANCORPORATION COM957090103Stock2,203$121,000thousands by filing date
GILDAN ACTIVEWEAR INC COM375916103Stock4,362$121,000thousands by filing date
FARMLAND PARTNERS INC31154R109REIT13,932$121,000thousands by filing date
MBIA INC55262C100COMMON STOCK18,319$121,000thousands by filing date
SPDR Portfolio S&P 400 Mid Cap ETF78464A847SHS2,961$120,000thousands by filing date
ARES CAPITAL CORP04010L103COM7,089$120,000thousands by filing date
LEGGETT & PLATT INC524660107COM2,706$120,000thousands by filing date
PIEDMONT REALTY TRUST INC720190206COM CL A7,421$120,000thousands by filing date
CENTRAL GARDEN PET CO153527106COMMON STOCK3,113$120,000thousands by filing date
INDEPENDENT BANK GROUP INC45384B106COM1,906$120,000thousands by filing date
NEOPHOTONICS CORP64051T100COM13,171$120,000thousands by filing date
LEMONADEINC52567D107STOK967$119,000thousands by filing date
ST JOE CO790148100COM2,798$119,000thousands by filing date
THE BALDWIN INSURANCE GRP IN05589G102COM CL A3,968$119,000thousands by filing date
PROASSURANCE CORP74267C106COM6,677$119,000thousands by filing date
AMC NETWORKS INC00164V103CL A3,308$119,000thousands by filing date
IAC INTERACTIVECORP NEW44891N109COM628$119,000thousands by filing date
EW SCRIPPS CO THE A811054402COMMON STOCK7,794$119,000thousands by filing date
UNIFI INC904677200COM NEW6,698$119,000thousands by filing date
CAMBRIDGE BANCORP132152109COM1,703$119,000thousands by filing date
WISDOMTREE TR97717W208US HIGH DIVIDEND1,701$118,000thousands by filing date
ALX ONCOLOGY HOLDINGS INC00166B105COMMON STOCK1,373$118,000thousands by filing date
EARTHSTONE ENERGY INC27032D304COMMON STOCK22,145$118,000thousands by filing date
IMMUNIC INC4525EP101COM7,698$118,000thousands by filing date
VANGUARD SCOTTSDALE FDS92206C409COM1,400$117,000thousands by filing date
SIMPLY GOOD FOODS CO COM82900L102Stock3,734$117,000thousands by filing date
NUTANIX INC CL A67059N108Stock3,665$117,000thousands by filing date
BRISTOW GROUP INC11040G103COM4,445$117,000thousands by filing date
REDWOOD TRUST INC758075402COM13,254$117,000thousands by filing date
ALTERYX, INC (CLASS A)02156B103COM CL A962$117,000thousands by filing date
ALTAIR ENGINEERING INC021369103COMMON STOCK2,019$117,000thousands by filing date
HOWARD HUGHES CORPORATION44267D107COMMON STOCK1,481$117,000thousands by filing date
HESKA CORP42805E306COM806$117,000thousands by filing date
NBT BANCORP INC COM628778102Stock3,630$116,000thousands by filing date
CERUS CORP157085101COM16,685$116,000thousands by filing date
HMS HLDGS CORP40425J101COM3,147$116,000thousands by filing date
IMMERSION CORPORATION452521107COMMON STOCK10,299$116,000thousands by filing date
INVESTORS TITLE CO461804106COMMON STOCK752$116,000thousands by filing date
COVETRUS INC22304C100COM4,038$116,000thousands by filing date
CURO GROUP HOLDINGS CORP23131L107COM8,103$116,000thousands by filing date
MECHEL PAO583840608SPONSORED ADR NE56,608$116,000thousands by filing date
MARATHON PATENT GROUP INC56585W401COM11,082$116,000thousands by filing date
AMKOR TECHNOLOGY INC COM031652100Stock7,666$115,000thousands by filing date
FIRSTSERVICE CORP NEW COM33767E202Stock838$115,000thousands by filing date
COVISTA INC00737L103COM3,393$115,000thousands by filing date
INVESCO EXCHANGE TRADED FD T46137V324S&P500 EQL IND731$115,000thousands by filing date
ALLIENT INC019330109COM2,259$115,000thousands by filing date
SOUTHSIDE BANCSHARES INC84470P109COMMON STOCK3,700$115,000thousands by filing date
METALLUS INC887399103COMMON STOCK24,747$115,000thousands by filing date
PEOPLES FINANCIAL SERVICES711040105COMMON STOCK3,146$115,000thousands by filing date
CLOUDERA INC18914U100COM8,311$115,000thousands by filing date
ISHARES INC MSCI FRANCE ETF464286707ETF3,456$115,000thousands by filing date
QAD INC-A74727D306CL A1,818$115,000thousands by filing date
INTRICON CORP46121H109COM6,377$115,000thousands by filing date
ARROW FINANCIAL CORP042744102COMMON STOCK3,793$114,000thousands by filing date
CONSOLIDATED COMMUNICATIONS209034107COM23,425$114,000thousands by filing date
PROS Holdings Inc74346Y103Common Stock2,243$114,000thousands by filing date
ONTRAK INC683373104COM1,847$114,000thousands by filing date
FOUNDATION BLDG MATLS INC350392106COM5,923$114,000thousands by filing date
IMMUNOVANT INC45258J102COM2,450$113,000thousands by filing date
NATIONAL BEVERAGE CORP COM635017106Stock1,326$113,000thousands by filing date
STEELCASE INC-CLASS A858155203CL A8,350$113,000thousands by filing date
AMERANT BANCORP INC023576101COMMON STOCK7,378$113,000thousands by filing date
RELIANT BANCORP INC75956B101COM6,055$113,000thousands by filing date
CONMED CORP COM207410101Stock1,001$112,000thousands by filing date
BANK OF N T BUTTERFIELD & SOG0772R208SHS NEW3,600$112,000thousands by filing date
ISHARES INC464286392MSCI WORLD ETF1,000$112,000thousands by filing date
UFP TECHNOLOGIES INC902673102COM2,407$112,000thousands by filing date
NN INC629337106COM17,144$112,000thousands by filing date
DUN & BRADSTREET HLDGS INC26484T106COM4,489$112,000thousands by filing date
ATLANTIC PWR CORP04878Q863COM NEW53,701$112,000thousands by filing date
CORNERSTONE BLDG BRANDS INC21925D109COM12,083$112,000thousands by filing date
2ND VOTE FDS81386P1082NDVOTE LIFE NEU4,274$112,000thousands by filing date
LISTED FD TR53656F813TRUESHS ESG ACTV3,182$112,000thousands by filing date
iShares ESG Aware MSCI USA Small-Cap ETF46435U663SHS3,262$111,000thousands by filing date
DIAGEO PLC SPON ADR NEW25243Q205ADR699$111,000thousands by filing date
CUSTOMERS BANCORP INC23204G100COM6,137$111,000thousands by filing date
VONTIER CORPORATION928881101COM3,315$111,000thousands by filing date
DOMO INC257554105COM CL B1,740$111,000thousands by filing date
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SVMK INC78489X103COM4,342$111,000thousands by filing date
ISHARES MSCI USA MIDCAP46435U143ETF3,507$111,000thousands by filing date
BABCOCK & WILCOX ENTERPRISES05614L209COM31,282$110,000thousands by filing date
TRANSCAT INC893529107COM3,181$110,000thousands by filing date
NEW YORK MORTGAGE TRUST INC649604501COM PAR $.0229,878$110,000thousands by filing date
MANITOWOC CO INC563571405COM NEW8,277$110,000thousands by filing date
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HEARTLAND FINL USA INC42234Q102COM2,724$110,000thousands by filing date
PARTS ID INC702141102COM17,342$110,000thousands by filing date
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SPS COMM INC COM78463M107Stock1,008$109,000thousands by filing date
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READY CAPITAL CORP75574U101COM8,752$109,000thousands by filing date
TUTOR PERINI CORP901109108COM8,372$109,000thousands by filing date
MGE ENERGY INC55277P104COM1,548$109,000thousands by filing date
ARENA PHARMACEUTICALS INC040047607COM NEW1,415$109,000thousands by filing date
ARMOUR RESIDENTIAL REIT INC042315507COM NEW10,105$109,000thousands by filing date
Phillips 66 Partners LP718549207COM UNIT REP INT4,122$109,000thousands by filing date
BED BATH & BEYOND INC075896100COM6,152$109,000thousands by filing date
NATIONAL GEN HLDGS CORP636220303COM3,178$109,000thousands by filing date
ATHENEX INC04685N103COM9,848$109,000thousands by filing date
SOLARIS ENERGY INFRAS INC COM CL A83418M103Stock13,270$108,000thousands by filing date
MOSAIC CO COM61945C103Stock4,689$108,000thousands by filing date
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UNITIL CORP COM913259107Stock2,436$108,000thousands by filing date
PLAINS ALL AMERN PIPELINE L726503105UNIT LTD PARTN13,126$108,000thousands by filing date
IES HOLDINGS INC44951W106COM2,352$108,000thousands by filing date
FIDELITY DD BANCORP INC31609R100COMMON STOCK1,676$108,000thousands by filing date
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ENTERPRISE BANCORP INC MASS COM293668109Stock4,225$108,000thousands by filing date
ATLANTIC UN BANKSHARES CORP COM04911A107Stock3,237$107,000thousands by filing date
LIBERTY LATIN AMERICA LTDG9001E128COM CL C9,634$107,000thousands by filing date
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Amendment chain

FilingRoleFiledAcceptedIngested
13F-HR 0001533421-21-000001this filing2021-02-16acceptance time not in the bulk data set